Benchmark result

KAT-Coder-V2.5-Dev-oQ8e on Apple M5 Max — 99.9 tok/s

Measured with oMLX 0.5.7 on August 12, 2026.

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What the model built

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The coding scenario asks for a playable game in a single HTML file. This is exactly what the model returned, unedited; the frame only adds a line that tells this page how tall it is.

Reproduce this run

tooloMLX 0.5.7
modelKAT-Coder-V2.5-Dev-oQ8e
context65,536
clientv0.4.36+97

Set those in oMLX, then:

llm-benchmark benchmark --model "KAT-Coder-V2.5-Dev-oQ8e" --tool "oMLX"

The client prompts for context length and thinking mode, and for the KV cache dtype on Unsloth Studio. Sampling is left at the model default — the values above are what the tool reported using, not overrides the client sent.